Generative UI 用に独自言語を利用する「OpenUI」でUIを構築 - Taste of Tech Topics
FIFAワールドカップが終わりましたね。決勝が3連休中だったこともあり、時間を気にせず楽しめた大塚です。 さて今回は、GitHubのスター数が急増中の、OpenUIというGenerative UI用のライブラリを紹介します。 Generative UIは、チャットのなかでLLMにテキストだけでなくUIを生成させる、という考え方です。 Generative UIの分野はまだ黎明期にありますが、以前からある「json-render」や「A2UI」などと比べて、OpenUIにはどのような違いがあるのかを中心に見ていきます。 github.com 1. はじめに 1.1 Generative UIとは 1.2 OpenUIとは 1.3 OpenUIの位置づけ 2. 「Declarative generation」での従来方式の課題 3. OpenUI Langによる解決策 3.1 OpenUI用の
MAI-Thinking-1: Building a Hill-Climbing Machine The Microsoft AI Team 1 Abstract Progress in AI is driven not by a single model, but by the ability to continually improve upon the current state of models. Achieving this requires treating model development as a system-level optimization problem, for which the solution is building a hill-climbing machine for rapid improvement. Our process includes
Mastering Customer Segmentation with LLM | Towards Data Science
Unlock advanced customer segmentation techniques using LLMs, and improve your clustering models with advanced techniques Content Table · Intro · Data · Method 1: Kmeans · Method 2: K-Prototype · Method 3: LLM + Kmeans · Conclusion Intro A customer segmentation project can be approached in multiple ways. In this article I will teach you advanced techniques, not only to define the clusters, but to a
A typical PyTorch training program on 8 GPUs with 4 dataloaderworkers per GPU would create at least processes.A naive use of PyTorch dataset and dataloader can easilyreplicate your dataset's RAM usage by 40 times. This issue has probably affected everyone who has done anything nontrivial with PyTorch.In this post, we will explain why it happens, and how to avoid the 40x RAM usage. All code example
We have seen that Python language is a powerful tool for data science and data operations, but how powerful is Python for Data visualization? One of the key responsibilities of Data scientists is to communicate results effectively with the stakeholders. This is where the power of visualization comes into play. Creating effective visualizations helps businesses identify patterns and subsequently he
Python is one of the best programming languages. Due to its readability and beginner-friendly nature, it has been accepted by industries around the world. So to master Python for any field you have to work on projects. In this article, I will introduce you to 100+ amazing Python projects with source code solved and explained for free. Python Projects with Source Code Python Projects For Beginners:
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MAI-Thinking-1: Building a Hill-Climbing Machine
Demystify RAM Usage in Multi-Process Data Loaders
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Python Projects with Source Code | Aman Kharwal